{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "file = pd.read_csv(\"./Bike-Sharing-Dataset/day.csv\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "file.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "file['dteday'] = pd.to_datetime(file['dteday'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = pd.DataFrame(file,columns=['cnt'])\n",
    "x = file.drop(['casual','registered','cnt'],axis=1)\n",
    "columns_name = x.columns.to_list()\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1、连续型特征分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "特征中，只有temp，atemp，hum和windspeed时间连续型特征；其他都可以算是类别型特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002A44F3A4C18>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002A451405240>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000002A4514367F0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002A451468DA0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "Consistency_columns = ['temp','atemp','hum','windspeed']\n",
    "Consistency_df = file[Consistency_columns]\n",
    "Consistency_df.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2、离散特征分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'weathersit', 'dteday', 'workingday', 'season', 'mnth', 'weekday', 'yr', 'holiday', 'instant'}\n"
     ]
    }
   ],
   "source": [
    "categorical_columns = set(x.columns.to_list()).difference(Consistency_columns)\n",
    "print(categorical_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "weathersit特征出现的次数和种类\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "dteday特征出现的次数和种类\n",
      "2012-02-14    1\n",
      "2011-04-25    1\n",
      "2012-08-16    1\n",
      "2011-06-26    1\n",
      "2012-02-23    1\n",
      "             ..\n",
      "2012-06-02    1\n",
      "2011-04-12    1\n",
      "2012-12-15    1\n",
      "2011-06-13    1\n",
      "2011-12-14    1\n",
      "Name: dteday, Length: 731, dtype: int64\n",
      "workingday特征出现的次数和种类\n",
      "1    500\n",
      "0    231\n",
      "Name: workingday, dtype: int64\n",
      "season特征出现的次数和种类\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "mnth特征出现的次数和种类\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "weekday特征出现的次数和种类\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n",
      "yr特征出现的次数和种类\n",
      "1    366\n",
      "0    365\n",
      "Name: yr, dtype: int64\n",
      "holiday特征出现的次数和种类\n",
      "0    710\n",
      "1     21\n",
      "Name: holiday, dtype: int64\n",
      "instant特征出现的次数和种类\n",
      "731    1\n",
      "251    1\n",
      "249    1\n",
      "248    1\n",
      "247    1\n",
      "      ..\n",
      "486    1\n",
      "485    1\n",
      "484    1\n",
      "483    1\n",
      "1      1\n",
      "Name: instant, Length: 731, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "for i in categorical_columns:\n",
    "    print(f\"{i}特征出现的次数和种类\")\n",
    "    print(file[i].value_counts())\n",
    "    file[i].astype(\"object\",copy=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3、特征与目标的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 离散型特征与目标的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in categorical_columns:\n",
    "    _,ax = plt.subplots()\n",
    "    sns.violinplot(x=feature,y='cnt',data=file,ax=ax)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上可以了解到，workingday特征的取值不同对结果有一定的影响。weekday相对而言较为均匀；\n",
    "weathersit的影响较大，holiday与workingday的分布较为类似；yr的差距明显；season也是影响较大；\n",
    "mnth变化较为明显。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 每年每天的骑行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a456ca8940>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file['dayofyear'] = file['dteday'].dt.dayofyear\n",
    "_,ax = plt.subplots(figsize=(9,6))\n",
    "sns.pointplot(data=file,x='dayofyear',y='cnt',hue='yr',ax= ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 查看均值分布"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3.1 月份与Y的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Month distribution')]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,ax = plt.subplots()\n",
    "sns.barplot(data=file,x='mnth',y='cnt')#该方法主要查看的是均值分布，上面竖线表示的是方差\n",
    "ax.set(title='Month distribution')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.3.2 工作日和假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a4558a93c8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_,axes = plt.subplots(1,2)\n",
    "sns.barplot(data=file,x='holiday',y='cnt',ax=axes[0])\n",
    "sns.barplot(data=file,x='workingday',y='cnt',ax=axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 数值型与Y的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a453c69a58>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMAtt = file[['temp','atemp','hum','windspeed','cnt']].corr()\n",
    "sns.heatmap(corrMAtt,annot=True,square=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2a45980b048>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "mask = np.array(corrMAtt)\n",
    "mask[np.tril_indices_from(mask)] = False#tril_indices_from--获取矩阵的左下角矩阵的索引\n",
    "sns.heatmap(corrMAtt,mask=mask,vmax=0.8,square=True,annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "learn",
   "language": "python",
   "name": "py3"
  },
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